Home

Awesome

��#� �M�3�K�E�:� �A� �M�a�s�s�i�v�e� �M�u�l�t�i�-�L�e�v�e�l� �M�u�l�t�i�-�S�u�b�j�e�c�t� �K�n�o�w�l�e�d�g�e� �E�v�a�l�u�a�t�i�o�n� �B�e�n�c�h�m�a�r�k� �f�o�r� �C�h�i�n�e�s�e� �L�a�r�g�e� �L�a�n�g�u�a�g�e� �M�o�d�e�l�s� � � � � � �<�p� �a�l�i�g�n�=�"�c�e�n�t�e�r�"�>� � � � � � �<�a� �h�r�e�f�=�"�#�i�n�t�r�o�d�u�c�t�i�o�n�"�>�I�n�t�r�o�d�u�c�t�i�o�n�<�/�a�>� �" � � � � � �<�a� �h�r�e�f�=�"�#�h�o�w�-�t�o�-�u�s�e�-�m�3�k�e�"�>�H�o�w� �t�o� �u�s�e� �M�3�K�E�<�/�a�>� �" � � � � � �<�a� �h�r�e�f�=�"�#�e�v�a�l�u�a�t�i�o�n�-�l�e�a�d�e�r�b�o�a�r�d�-�m�o�r�e�-�m�o�d�e�l�s�-�t�o�-�b�e�-�a�d�d�e�d�"�>�E�v�a�l�u�a�t�i�o�n� �L�e�a�d�e�r�b�o�a�r�d�<�/�a�>� �" � � � � � �<�a� �h�r�e�f�=�"�#�c�i�t�a�t�i�o�n�"�>�C�i�t�a�t�i�o�n�<�/�a�>� � �<�/�p�>� � � � � � �#�#� �I�n�t�r�o�d�u�c�t�i�o�n� � � � �W�e� �p�r�o�p�o�s�e� ��[�M�3�K�E�]�(�h�t�t�p�s�:�/�/�a�r�x�i�v�.�o�r�g�/�a�b�s�/�2�3�0�5�.�1�0�2�6�3�)��,� ��a� �<�u�>�M�<�/�u�>�a�s�s�i�v�e� �<�u�>�M�<�/�u�>�u�l�t�i�-�L�e�v�e�l� �<�u�>�M�<�/�u�>�u�l�t�i�-�S�u�b�j�e�c�t� �<�u�>�K�<�/�u�>�n�o�w�l�e�d�g�e� �<�u�>�E�<�/�u�>�v�a�l�u�a�t�i�o�n� �b�e�n�c�h�m�a�r�k��,� �w�h�i�c�h� �i�s� �d�e�v�e�l�o�p�e�d� �t�o� �m�e�a�s�u�r�e� �k�n�o�w�l�e�d�g�e� �a�c�q�u�i�r�e�d� �b�y� �C�h�i�n�e�s�e� �l�a�r�g�e� �l�a�n�g�u�a�g�e� �m�o�d�e�l�s� �i�n� �z�e�r�o�-� �a�n�d� �f�e�w�-�s�h�o�t� �s�e�t�t�i�n�g�s�.� �W�e� �h�a�v�e� �c�o�l�l�e�c�t�e�d� �2�0�,�4�7�7� �q�u�e�s�t�i�o�n�s� �f�r�o�m� �7�1� �t�a�s�k�s�.� �O�u�r� �s�e�l�e�c�t�i�o�n� �c�o�v�e�r�s� �a�l�l� �m�a�j�o�r� �l�e�v�e�l�s� �o�f� �C�h�i�n�e�s�e� �e�d�u�c�a�t�i�o�n� �s�y�s�t�e�m�,� �r�a�n�g�i�n�g� �f�r�o�m� �t�h�e� �p�r�i�m�a�r�y� �s�c�h�o�o�l� �t�o� �c�o�l�l�e�g�e�,� �a�s� �w�e�l�l� �a�s� �a� �w�i�d�e� �v�a�r�i�e�t�y� �o�f� �s�u�b�j�e�c�t�s�,� �i�n�c�l�u�d�i�n�g� �h�u�m�a�n�i�t�i�e�s�,� �h�i�s�t�o�r�y�,� �p�o�l�i�t�i�c�s�,� �l�a�w�,� �e�d�u�c�a�t�i�o�n�,� �p�s�y�c�h�o�l�o�g�y�,� �s�c�i�e�n�c�e�,� �t�e�c�h�n�o�l�o�g�y�,� �a�r�t� �a�n�d� �r�e�l�i�g�i�o�n�.� �A�l�l� �q�u�e�s�t�i�o�n�s� �a�r�e� �m�u�l�t�i�p�l�e�-�c�h�o�i�c�e� �q�u�e�s�t�i�o�n�s� �w�i�t�h� �f�o�u�r� �o�p�t�i�o�n�s�,� �h�e�n�c�e� �g�u�a�r�a�n�t�e�e�i�n�g� �a� �s�t�a�n�d�a�r�d�i�z�e�d� �a�n�d� �u�n�i�f�i�e�d� �a�s�s�e�s�s�m�e�n�t� �p�r�o�c�e�s�s�.� � � � �W�e� v�e� �a�s�s�e�s�s�e�d� �a�n�d� �w�i�l�l� �c�o�n�t�i�n�u�e� �t�o� �a�s�s�e�s�s� �a� �n�u�m�b�e�r� �o�f� �C�h�i�n�e�s�e� �l�a�r�g�e� �l�a�n�g�u�a�g�e� �m�o�d�e�l�s� �o�n� �o�u�r� �b�e�n�c�h�m�a�r�k�.� �T�h�e� �c�u�r�r�e�n�t�l�y� �a�s�s�e�s�s�e�d� �m�o�d�e�l�s� �a�r�e� �e�i�t�h�e�r� �o�n�l�y� �p�r�e�-�t�r�a�i�n�e�d� �o�n� �m�a�s�s�i�v�e� �d�a�t�a� �o�r� �p�r�e�-�t�r�a�i�n�e�d� �+� �f�i�n�e�-�t�u�n�e�d� �w�i�t�h� �S�F�T� �o�r� �R�L�H�F�.� �M�o�d�e�l� �s�i�z�e�s� �v�a�r�y� �f�r�o�m� �3�3�5�M� �t�o� �1�7�5�B� �p�a�r�a�m�e�t�e�r�s�.� � � � � �T�h�i�s� �i�s� �c�o�l�l�a�b�o�r�a�t�i�v�e� �r�e�s�e�a�r�c�h� �e�f�f�o�r�t� �b�e�t�w�e�e�n� �t�h�e� �N�a�t�u�r�a�l� �L�a�n�g�u�a�g�e� �P�r�o�c�e�s�s�i�n�g� �L�a�b�o�r�a�t�o�r�y� �a�t� �T�i�a�n�j�i�n� �U�n�i�v�e�r�s�i�t�y� �a�n�d� �H�u�a�w�e�i� �N�o�a�h� s� �A�r�k� �L�a�b�.� � � � �T�h�e� �c�o�m�p�a�r�i�s�o�n� �b�e�t�w�e�e�n� �M�3�K�E� �a�n�d� �o�t�h�e�r� �r�e�l�e�v�a�n�t� �b�e�n�c�h�m�a�r�k�s�.� � � � �|� �B�e�n�c�h�m�a�r�k� �|� �L�a�n�g�u�a�g�e� �|� �#�T�a�s�k�s� �|� �#�Q�u�e�s�t�i�o�n�s� �|� � �|� �:�-�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� � �|� �[�M�M�L�U�]�(�h�t�t�p�s�:�/�/�o�p�e�n�r�e�v�i�e�w�.�n�e�t�/�p�d�f�?�i�d�=�d�7�K�B�j�m�I�3�G�m�Q�)� �|� �E�n� �|� �5�7� �|� �1�5�9�0�8� �|� � �|� �[�A�G�I�E�v�a�l�]�(�h�t�t�p�s�:�/�/�a�r�x�i�v�.�o�r�g�/�a�b�s�/�2�3�0�4�.�0�6�3�6�4�)� �|� �E�N�,� �Z�h� �|� �2�0� �|� �8�0�6�2� �|� � �|� �[�M�M�C�U�]�(�h�t�t�p�s�:�/�/�a�r�x�i�v�.�o�r�g�/�a�b�s�/�2�3�0�4�.�1�2�9�8�6�)� �|� �Z�h� �|� �5�1� �|� �1�1�9�0�0� �|� � �|� �M�3�K�E� �|� �Z�h� �|� �7�1� �|� �2�0�4�7�7� �|� � � � � � �A�l�l� �7�1� �t�a�s�k�s� �d�i�s�p�l�a�y�e�d� �a�c�c�o�r�d�i�n�g� �t�o� �t�h�e�i�r� �s�u�b�j�e�c�t�s� �a�n�d� �l�e�v�e�l�s�.� � � � �|� �|� �A�r�t�s� �H�u�m�a�n�i�t�i�e�s� �|� �S�o�c�i�a�l� �S�c�i�e�n�c�e�s� �|� �N�a�t�u�r�a�l� �S�c�i�e�n�c�e�s� �|� �O�t�h�e�r�s� �|� � �|� �:�-�-�-�-�-� �|� �:�-�-�-�-� �|� �:�-�-�-�-� �|� �:�-�-�-�-� �|� �:�-�-�-�-� �|� � �|� �P�r�i�m�a�r�y� �s�c�h�o�o�l� �|� �C�h�i�n�e�s�e� �|� � �|� �M�a�t�h� �|� � �|� � �|� �J�u�n�i�o�r� �h�i�g�h� �s�c�h�o�o�l� �|� �C�h�i�n�e�s�e�,� �H�i�s�t�o�r�y� �|� �P�o�l�i�t�i�c�s� �|� �M�a�t�h�,� �P�h�y�s�i�c�s�,� �B�i�o�l�o�g�y�,� �C�h�e�m�i�s�t�r�y�,� �G�e�o�g�r�a�p�h�y� �|� � �|� � �|� �H�i�g�h� �s�c�h�o�o�l� �|� �C�h�i�n�e�s�e�,� �H�i�s�t�o�r�y� �|� �P�o�l�i�t�i�c�s� �|� �M�a�t�h�,� �P�h�y�s�i�c�s�,� �B�i�o�l�o�g�y�,� �C�h�e�m�i�s�t�r�y�,� �G�e�o�g�r�a�p�h�y� �|� � �|� � �|� �C�o�l�l�e�g�e� �|� �M�o�d�e�r�n� �H�i�s�t�o�r�y�,� �H�i�s�t�o�r�y� �F�o�u�n�d�a�t�i�o�n�,� �M�o�d�e�r�n� �W�o�r�l�d� �H�i�s�t�o�r�y� �|� �C�h�i�n�e�s�e� �C�o�n�s�t�i�t�u�t�i�o�n�a�l� �L�a�w�,� �H�i�s�t�o�r�y� �o�f� �C�h�i�n�e�s�e� �E�d�u�c�a�t�i�o�n�,� �H�i�s�t�o�r�y� �o�f� �t�h�e� �C�h�i�n�e�s�e� �L�e�g�a�l� �S�y�s�t�e�m�,� �D�e�v�e�l�o�p�m�e�n�t�a�l� �a�n�d� �E�d�u�c�a�t�i�o�n�a�l� �P�s�y�c�h�o�l�o�g�y�,� �H�i�s�t�o�r�y� �o�f� �F�o�r�e�i�g�n� �E�d�u�c�a�t�i�o�n�,� �E�x�p�e�r�i�m�e�n�t�a�l� �P�s�y�c�h�o�l�o�g�y�,� �I�n�t�r�o�d�u�c�t�i�o�n� �t�o� �P�s�y�c�h�o�l�o�g�y�,� �M�o�r�a�l� �C�u�l�t�i�v�a�t�i�o�n�,� �P�s�y�c�h�o�l�o�g�y� �o�f� �T�e�a�c�h�i�n�g�,� �P�r�i�n�c�i�p�l�e�s� �o�f� �P�e�d�a�g�o�g�y�,� �E�d�u�c�a�t�i�o�n�a�l� �R�e�s�e�a�r�c�h� �M�e�t�h�o�d�s�,� �C�u�r�r�e�n�t� �A�f�f�a�i�r�s� �a�n�d� �P�o�l�i�t�i�c�s�,� �I�n�t�r�o�d�u�c�t�i�o�n� �t�o� �M�a�o� �T�s�e�t�u�n�g� �T�h�o�u�g�h�t�s�,� �C�i�v�i�l� �L�a�w�,� �J�u�r�i�s�p�r�u�d�e�n�c�e�,� �S�o�c�i�o�l�o�g�y�,� �B�a�s�i�c� �P�r�i�n�c�i�p�l�e� �o�f� �M�a�r�x�i�s�m�,� �C�r�i�m�i�n�a�l� �J�u�r�i�s�p�r�u�d�e�n�c�e�,� �O�u�t�l�i�n�e� �o�f� �C�h�i�n�e�s�e� �M�o�d�e�r�n� �H�i�s�t�o�r�y� �|� �H�u�m�a�n�i�s�t�i�c� �M�e�d�i�c�i�n�e�,� �I�n�t�e�r�n�a�l� �M�e�d�i�c�i�n�e�,� �A�n�i�m�a�l� �P�h�y�s�i�o�l�o�g�y�,� �S�u�r�g�i�c�a�l� �S�c�i�e�n�c�e�s�,� �O�p�e�r�a�t�i�n�g� �S�y�s�t�e�m�s�,� �D�a�t�a� �S�t�r�u�c�t�u�r�e�s�,� �P�r�o�b�a�b�i�l�i�t�y� �T�h�e�o�r�y�,� �B�i�o�c�h�e�m�i�s�t�r�y�,� �B�i�o�c�h�e�m�i�s�t�r�y� �a�n�d� �P�a�t�h�o�l�o�g�y�,� �P�h�y�s�i�o�l�o�g�y�,� �P�r�i�n�c�i�p�l�e�s� �o�f� �C�o�m�p�u�t�e�r� �C�o�m�p�o�s�i�t�i�o�n�,� �C�o�m�p�u�t�e�r� �N�e�t�w�o�r�k�s�,�A�d�v�a�n�c�e�d� �M�a�t�h�e�m�a�t�i�c�s�,� �L�i�n�e�a�r� �A�l�g�e�b�r�a�,� �S�t�o�m�a�t�o�l�o�g�y�,� �A�n�t�h�r�o�p�o�t�o�m�y�,� �P�h�a�r�m�a�c�o�l�o�g�y�,� �I�m�m�u�n�o�l�o�g�y� �|� �M�a�n�a�g�e�m�e�n�t�,� �E�c�o�n�o�m�i�c�s� �|� � �|� �O�t�h�e�r�s� �|� �F�i�l�m�,� �M�u�s�i�c�,� �D�a�n�c�e�,� �F�i�n�e� �A�r�t�s� �|� �|� �C�o�m�p�u�t�e�r� �G�r�a�d�e� �E�x�a�m� �(�C�o�m�p�u�t�e�r� �F�u�n�d�a�m�e�n�t�a�l�s�,� �P�r�o�g�r�a�m�m�i�n�g� �L�a�n�g�u�a�g�e�s�)� �|� �C�h�i�n�e�s�e� �M�e�d�i�c�i�n�e�,� �A�n�c�i�e�n�t� �C�h�i�n�e�s�e� �L�a�n�g�u�a�g�e�,� �N�o�v�e�l�s�,� �R�e�l�i�g�i�o�n�,� �C�h�i�n�e�s�e� �C�i�v�i�l� �S�e�r�v�i�c�e� �E�x�a�m�i�n�a�t�i�o�n� �|� � � � � � �#�#� �H�o�w� �t�o� �u�s�e� �M�3�K�E� � �T�h�e�r�e� �a�r�e� �s�e�v�e�r�a�l� �a�p�p�r�o�a�c�h�e�s� �a�v�a�i�l�a�b�l�e� �f�o�r� �l�o�a�d�i�n�g� �t�h�e� �M�3�K�E� �d�a�t�a�s�e�t�.� �B�e�l�o�w�,� �w�e� �p�r�o�v�i�d�e� �t�h�r�e�e� �m�e�t�h�o�d�s� �a�s� �r�e�f�e�r�e�n�c�e�s�:� � � � � � �#�#�#� �M�e�t�h�o�d� �1� � �F�i�r�s�t�,� �c�l�o�n�e� �t�h�i�s� �r�e�p�o�s�i�t�o�r�y� �m�a�n�u�a�l�l�y� �u�s�i�n�g� �t�h�e� �f�o�l�l�o�w�i�n�g� �c�o�m�m�a�n�d�:� � �� � �g�i�t� �c�l�o�n�e� �h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�t�j�u�n�l�p�-�l�a�b�/�M�3�K�E�.�g�i�t� � �� � � � �T�h�e�n�,� �l�o�a�d� �t�h�e� �d�a�t�a� �u�s�i�n�g� �P�y�t�h�o�n�'�s� �b�u�i�l�t�-�i�n� ��j�s�o�n�� �p�a�c�k�a�g�e� �a�s� �s�h�o�w�n� �b�e�l�o�w�:� � ��p�y�t�h�o�n� � �i�m�p�o�r�t� �j�s�o�n� � � � �f�i�n� �=� �o�p�e�n�(�"�p�a�t�h�/�t�o�/�M�3�K�E�/�t�e�s�t�/�C�o�m�p�u�t�e�r� �P�r�o�g�r�a�m�m�i�n�g� �L�a�n�g�u�a�g�e�-�N�a�t�u�r�a�l� �S�c�i�e�n�c�e�s�-�O�t�h�e�r�.�j�s�o�n�l�"�,� �m�o�d�e�=�"�r�"�,� �e�n�c�o�d�i�n�g�=�"�u�t�f�-�8�"�)� � � � �f�o�r� �j�s�o�n�_�l�i�n�e� �i�n� �f�i�n�:� � � � � � �j�s�o�n�_�d�a�t�a� �=� �j�s�o�n�.�l�o�a�d�s�(�j�s�o�n�_�l�i�n�e�)� � � � � � �p�r�i�n�t�(�j�s�o�n�_�d�a�t�a�)� � �� � � � � � �#�#�#� �M�e�t�h�o�d� �2� � �F�i�r�s�t�,� �c�l�o�n�e� �t�h�i�s� �r�e�p�o�s�i�t�o�r�y� �m�a�n�u�a�l�l�y� �u�s�i�n�g� �t�h�e� �f�o�l�l�o�w�i�n�g� �c�o�m�m�a�n�d�:� � �� � �g�i�t� �c�l�o�n�e� �h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�t�j�u�n�l�p�-�l�a�b�/�M�3�K�E�.�g�i�t� � �� � � � �T�h�e�n�,� �l�o�a�d� �t�h�e� �d�a�t�a� �u�s�i�n�g� �t�h�e� ��d�a�t�a�s�e�t�s�� �p�a�c�k�a�g�e� �a�s� �s�h�o�w�n� �b�e�l�o�w�:� � ��p�y�t�h�o�n� � �f�r�o�m� �d�a�t�a�s�e�t�s� �i�m�p�o�r�t� �l�o�a�d�_�d�a�t�a�s�e�t� � � � �d�s� �=� �l�o�a�d�_�d�a�t�a�s�e�t�(�"�j�s�o�n�"�,� �d�a�t�a�_�f�i�l�e�s�=�"�p�a�t�h�/�t�o�/�M�3�K�E�/�t�e�s�t�/�C�o�m�p�u�t�e�r� �P�r�o�g�r�a�m�m�i�n�g� �L�a�n�g�u�a�g�e�-�N�a�t�u�r�a�l� �S�c�i�e�n�c�e�s�-�O�t�h�e�r�.�j�s�o�n�l�"�,� �s�p�l�i�t�=�"�t�r�a�i�n�"�)� � �p�r�i�n�t�(�d�s�)� � �"�"�"� � �D�a�t�a�s�e�t�(�{� � � � � � �f�e�a�t�u�r�e�s�:� �[�'�i�d�'�,� �'�q�u�e�s�t�i�o�n�'�,� �'�A�'�,� �'�B�'�,� �'�C�'�,� �'�D�'�,� �'�a�n�s�w�e�r�'�]�,� � � � � � �n�u�m�_�r�o�w�s�:� �2�3�6� � �}�)� � �"�"�"� � � � �p�r�i�n�t�(�d�s�[�0�]�)� � �"�"�"� � �{�'�i�d�'�:� �0�,� �'�q�u�e�s�t�i�o�n�'�:� �'� Nb�$R�ecknx�v/f�'�,� �'�A�'�:� �'�c�h�a�r� �s�t�r�[�1�0�]�=�{�"�c�h�i�n�a�"�}�;� �I{�N�N �c�h�a�r� �s�t�r�[�1�0�]�;�s�t�r�[�]�=�"�c�h�i�n�a�"�;�'�,� �'�B�'�:� �'�c�h�a�r� �*�s�=�"�c�h�i�n�a�"�;� �I{�N�N �c�h�a�r� �*�s�;�s�=�"�c�h�i�n�a�"�;� �'�,� �'�C�'�:� �'�c�h�a�r� �*�a�=�"�c�h�i�n�a�"�;� �I{�N�N �c�h�a�r� �*�a�;�*�a�=�"�c�h�i�n�a�"�;�'�,� �'�D�'�:� �'�c�h�a�r� �c�[�6�]�=�"�c�h�i�n�a�"�,�d�[�6�]�=�"�c�h�i�n�a�"�;� �I{ ��N ��N �c�h�a�r� �c�[�6�]�=�d�[�6�]�=�"�c�h�i�n�a�"�;� �'�,� �'�a�n�s�w�e�r�'�:� �'�'�}� � �"�"�"� � �� � � � � � �#�#�#� �M�e�t�h�o�d� �3� � �T�h�e� �M�3�K�E� �d�a�t�a�s�e�t� �h�a�s� �b�e�e�n� �u�p�l�o�a�d�e�d� �t�o� �t�h�e� �[�H�u�g�g�i�n�g�F�a�c�e� �D�a�t�a�s�e�t�s� �H�u�b�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�d�a�t�a�s�e�t�s�/�T�J�U�N�L�P�/�M�3�K�E�)�,� �a�l�l�o�w�i�n�g� �f�o�r� �e�a�s�y� �l�o�a�d�i�n�g� �w�i�t�h�o�u�t� �m�a�n�u�a�l�l�y� �c�l�o�n�i�n�g� �t�h�i�s� �r�e�p�o�s�i�t�o�r�y�.� �U�s�e� �t�h�e� �f�o�l�l�o�w�i�n�g� �c�o�d�e� �t�o� �l�o�a�d� �t�h�e� �d�a�t�a�s�e�t�:� � ��p�y�t�h�o�n� � �f�r�o�m� �d�a�t�a�s�e�t�s� �i�m�p�o�r�t� �l�o�a�d�_�d�a�t�a�s�e�t� � � � �d�s� �=� �l�o�a�d�_�d�a�t�a�s�e�t�(� � � � � � �p�a�t�h�=�"�T�J�U�N�L�P�/�M�3�K�E�"�,� � � � � � � �n�a�m�e�=�"�C�o�m�p�u�t�e�r� �P�r�o�g�r�a�m�m�i�n�g� �L�a�n�g�u�a�g�e�-�N�a�t�u�r�a�l� �S�c�i�e�n�c�e�s�-�O�t�h�e�r�"� � �)� � �p�r�i�n�t�(�d�s�)� � �"�"�"� � �D�a�t�a�s�e�t�D�i�c�t�(�{� � � � � � �t�e�s�t�:� �D�a�t�a�s�e�t�(�{� � � � � � � � � � �f�e�a�t�u�r�e�s�:� �[�'�i�d�'�,� �'�q�u�e�s�t�i�o�n�'�,� �'�A�'�,� �'�B�'�,� �'�C�'�,� �'�D�'�,� �'�a�n�s�w�e�r�'�]�,� � � � � � � � � � �n�u�m�_�r�o�w�s�:� �2�3�6� � � � � � �}�)� � � � � � �d�e�v�:� �D�a�t�a�s�e�t�(�{� � � � � � � � � � �f�e�a�t�u�r�e�s�:� �[�'�i�d�'�,� �'�q�u�e�s�t�i�o�n�'�,� �'�A�'�,� �'�B�'�,� �'�C�'�,� �'�D�'�,� �'�a�n�s�w�e�r�'�]�,� � � � � � � � � � �n�u�m�_�r�o�w�s�:� �5� � � � � � �}�)� � �}�)� � �"�"�"� � � � �p�r�i�n�t�(�d�s�[�"�t�e�s�t�"�]�[�0�]�)� � �"�"�"� � �{�'�i�d�'�:� �0�,� �'�q�u�e�s�t�i�o�n�'�:� �'� Nb�$R�ecknx�v/f�'�,� �'�A�'�:� �'�c�h�a�r� �s�t�r�[�1�0�]�=�{�"�c�h�i�n�a�"�}�;� �I{�N�N �c�h�a�r� �s�t�r�[�1�0�]�;�s�t�r�[�]�=�"�c�h�i�n�a�"�;�'�,� �'�B�'�:� �'�c�h�a�r� �*�s�=�"�c�h�i�n�a�"�;� �I{�N�N �c�h�a�r� �*�s�;�s�=�"�c�h�i�n�a�"�;� �'�,� �'�C�'�:� �'�c�h�a�r� �*�a�=�"�c�h�i�n�a�"�;� �I{�N�N �c�h�a�r� �*�a�;�*�a�=�"�c�h�i�n�a�"�;�'�,� �'�D�'�:� �'�c�h�a�r� �c�[�6�]�=�"�c�h�i�n�a�"�,�d�[�6�]�=�"�c�h�i�n�a�"�;� �I{ ��N ��N �c�h�a�r� �c�[�6�]�=�d�[�6�]�=�"�c�h�i�n�a�"�;� �'�,� �'�a�n�s�w�e�r�'�:� �'�'�}� � �"�"�"� � �� � � � � � �#�#� �E�v�a�l�u�a�t�i�o�n� �L�e�a�d�e�r�b�o�a�r�d� �(�m�o�r�e� �m�o�d�e�l�s� �t�o� �b�e� �a�d�d�e�d�)� � � � � � ��I�f� �y�o�u� �w�a�n�t� �t�o� �h�a�v�e� �y�o�u�r� �C�h�i�n�e�s�e� �l�a�r�g�e� �l�a�n�g�u�a�g�e� �m�o�d�e�l�s� �a�s�s�e�s�s�e�d� �a�n�d� �a�d�d�e�d� �t�o� �t�h�e� �l�e�a�d�e�r�b�o�a�r�d�,� �p�l�e�a�s�e� �f�e�e�l� �f�r�e�e� �t�o� �c�o�n�t�a�c�t� �u�s� �v�i�a� �l�i�u�c�_�0�9�@�t�j�u�.�e�d�u�.�c�n� �o�r� �s�u�b�m�i�t� �a� �p�u�l�l� �r�e�q�u�e�s�t�.�� � � � �A�v�e�r�a�g�e� �z�e�r�o�-�s�h�o�t� �a�c�c�u�r�a�c�y� �o�f� �e�a�c�h� �e�v�a�l�u�a�t�e�d� �m�o�d�e�l� �o�n� �f�o�u�r� �m�a�j�o�r� �d�i�s�c�i�p�l�i�n�e� �c�l�u�s�t�e�r�s�:� � � � �|� �M�o�d�e�l�s� �|� �A�r�t�s�&�H�u�m�a�n�i�t�i�e�s� �|� �S�o�c�i�a�l� �S�c�i�e�n�c�e�s� �|� �N�a�t�u�r�e� �S�c�i�e�n�c�e�s� �|� �O�t�h�e�r�s� �|� �A�v�e�r�a�g�e� �|� � �|� �:�-�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� � �|� �[�G�L�M�-�3�3�5�M�]�(�h�t�t�p�s�:�/�/�a�c�l�a�n�t�h�o�l�o�g�y�.�o�r�g�/�2�0�2�2�.�a�c�l�-�l�o�n�g�.�2�6�.�p�d�f�)� �|� �0�.�0�7�0� �|� �0�.�0�4�6� �|� �0�.�0�8�4� �|� �0�.�0�4�4� �|� �0�.�0�6�2� �|� � �|� �[�B�l�o�o�m�-�7�B�]�(�h�t�t�p�s�:�/�/�a�r�x�i�v�.�o�r�g�/�p�d�f�/�2�2�1�1�.�0�5�1�0�0�.�p�d�f�)� �|� �0�.�1�6�3� �|� �0�.�1�5�9� �|� �0�.�1�6�1� �|� �0�.�1�5�8� �|� �0�.�1�6�1� �|� � �|� �[�G�L�M�-�1�0�B�]�(�h�t�t�p�s�:�/�/�a�c�l�a�n�t�h�o�l�o�g�y�.�o�r�g�/�2�0�2�2�.�a�c�l�-�l�o�n�g�.�2�6�.�p�d�f�)� �|� �0�.�1�8�0� �|� �0�.�2�2�9� �|� �0�.�2�1�9� �|� �0�.�1�5�0� �|� �0�.�1�9�7� �|� � �|� �[�G�L�M�-�1�3�0�B�]�(�h�t�t�p�s�:�/�/�o�p�e�n�r�e�v�i�e�w�.�n�e�t�/�p�d�f�?�i�d�=�-�A�w�0�r�r�r�P�U�F�)� �|� �0�.�3�2�6� �|� �0�.�3�5�2� �|� �0�.�2�7�4� �|� �0�.�3�5�9� �|� �0�.�3�2�8� �|� � �|� �[�C�h�a�t�G�L�M�-�6�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�T�H�U�D�M�/�C�h�a�t�G�L�M�-�6�B�)� �|� �0�.�2�4�6� �|� �0�.�2�6�7� �|� �0�.�1�6�8� �|� �0�.�2�6�3� �|� �0�.�2�3�6� �|� � �|� �[�M�O�S�S�-�S�F�T�-�1�6�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�O�p�e�n�L�M�L�a�b�/�M�O�S�S�)� �|� �0�.�2�6�0� �|� �0�.�2�6�3� �|� �0�.�2�0�7� �|� �0�.�2�7�5� �|� �0�.�2�5�1� �|� � �|� �[�B�E�L�L�E�-�7�B�-�0�.�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�7�B�-�0�.�2�M�)� �|� �0�.�2�4�7� �|� �0�.�2�9�6� �|� �0�.�2�6�0� �|� �0�.�2�6�0� �|� �0�.�2�6�6� �|� � �|� �[�B�E�L�L�E�-�7�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�7�B�-�2�M�)� �|� �0�.�3�2�8� �|� �0�.�3�6�7� �|� �0�.�2�8�2� �|� �0�.�3�5�5� �|� �0�.�3�3�3� �|� � �|� �[�L�L�a�M�A�-�7�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�L�L�a�M�A�-�7�B�-�2�M�-�e�n�c�)� �|� �0�.�2�5�6� �|� �0�.�2�2�7� �|� �0�.�2�0�6� �|� �0�.�2�4�4� �|� �0�.�2�3�3� �|� � �|� �[�L�L�a�M�A�-�1�3�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�L�L�a�M�A�-�1�3�B�-�2�M�-�e�n�c�)� �|� �0�.�2�9�4� �|� �0�.�3�1�6� �|� �0�.�2�4�6� �|� �0�.�2�7�9� �|� �0�.�2�8�4� �|� � �|� �[�A�q�u�i�l�a�C�h�a�t�-�7�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�F�l�a�g�A�I�-�O�p�e�n�/�F�l�a�g�A�I�/�t�r�e�e�/�m�a�s�t�e�r�/�e�x�a�m�p�l�e�s�/�A�q�u�i�l�a�/�A�q�u�i�l�a�-�c�h�a�t�)� �|� �0�.�2�5�6� �|� �0�.�2�5�3� �|� �0�.�2�2�9� �|� �0�.�2�4�6� �|� �0�.�2�4�6� �|� � �|� �[�G�P�T�3�.�5�-�t�u�r�b�o�]�(�h�t�t�p�s�:�/�/�p�l�a�t�f�o�r�m�.�o�p�e�n�a�i�.�c�o�m�/�d�o�c�s�/�m�o�d�e�l�s�/�g�p�t�-�3�-�5�)� �|� �0�.�4�6�0� �|� �0�.�5�3�8� �|� �0�.�4�4�4� �|� �0�.�4�8�1� �|� �0�.�4�8�1� �|� � �|� �[�G�P�T�-�4�]�(�h�t�t�p�s�:�/�/�p�l�a�t�f�o�r�m�.�o�p�e�n�a�i�.�c�o�m�/�d�o�c�s�/�m�o�d�e�l�s�/�g�p�t�-�4�)� �|� �0�.�5�8�8� �|� �0�.�6�7�6� �|� �0�.�6�2�3� �|� �0�.�6�6�5� �|� �0�.�6�3�8� �|� � � � � � �A�v�e�r�a�g�e� �f�i�v�e�-�s�h�o�t� �a�c�c�u�r�a�c�y� �o�f� �e�a�c�h� �e�v�a�l�u�a�t�e�d� �m�o�d�e�l� �o�n� �f�o�u�r� �m�a�j�o�r� �d�i�s�c�i�p�l�i�n�e� �c�l�u�s�t�e�r�s�:� � � � �|� �M�o�d�e�l�s� �|� �A�r�t�s�&�H�u�m�a�n�i�t�i�e�s� �|� �S�o�c�i�a�l� �S�c�i�e�n�c�e�s� �|� �N�a�t�u�r�e� �S�c�i�e�n�c�e�s� �|� �O�t�h�e�r�s� �|� �A�v�e�r�a�g�e� �|� � �|� �:�-�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� �:�-�-�-�-�:� �|� � �|� �[�G�L�M�-�3�3�5�M�]�(�h�t�t�p�s�:�/�/�a�c�l�a�n�t�h�o�l�o�g�y�.�o�r�g�/�2�0�2�2�.�a�c�l�-�l�o�n�g�.�2�6�.�p�d�f�)� �|� �0�.�2�2�0� �|� �0�.�2�4�7� �|� �0�.�1�9�3� �|� �0�.�1�2�6� �|� �0�.�1�9�6� �|� � �|� �[�B�l�o�o�m�-�7�B�]�(�h�t�t�p�s�:�/�/�a�r�x�i�v�.�o�r�g�/�p�d�f�/�2�2�1�1�.�0�5�1�0�0�.�p�d�f�)� �|� �0�.�2�4�7� �|� �0�.�2�6�0� �|� �0�.�2�3�5� �|� �0�.�2�4�6� �|� �0�.�2�4�7� �|� � �|� �[�G�L�M�-�1�0�B�]�(�h�t�t�p�s�:�/�/�a�c�l�a�n�t�h�o�l�o�g�y�.�o�r�g�/�2�0�2�2�.�a�c�l�-�l�o�n�g�.�2�6�.�p�d�f�)� �|� �0�.�2�9�4� �|� �0�.�3�0�4� �|� �0�.�2�3�2� �|� �0�.�2�1�1� �|� �0�.�2�6�0� �|� � �|� �[�G�L�M�-�1�3�0�B�]�(�h�t�t�p�s�:�/�/�o�p�e�n�r�e�v�i�e�w�.�n�e�t�/�p�d�f�?�i�d�=�-�A�w�0�r�r�r�P�U�F�)� �|� �0�.�2�9�7� �|� �0�.�3�2�9� �|� �0�.�2�4�6� �|� �0�.�2�2�8� �|� �0�.�2�7�5� �|� � �|� �[�C�h�a�t�G�L�M�-�6�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�T�H�U�D�M�/�C�h�a�t�G�L�M�-�6�B�)� �|� �0�.�1�8�8� �|� �0�.�1�7�5� �|� �0�.�1�2�1� �|� �0�.�1�9�8� �|� �0�.�1�7�1� �|� � �|� �[�M�O�S�S�-�S�F�T�-�1�6�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�O�p�e�n�L�M�L�a�b�/�M�O�S�S�)� �|� �0�.�2�6�6� �|� �0�.�2�6�4� �|� �0�.�2�5�8� �|� �0�.�2�8�4� �|� �0�.�2�6�8� �|� � �|� �[�B�E�L�L�E�-�7�B�-�0�.�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�7�B�-�0�.�2�M�)� �|� �0�.�2�9�2� �|� �0�.�3�2�7� �|� �0�.�2�7�3� �|� �0�.�3�0�7� �|� �0�.�2�9�9� �|� � �|� �[�B�E�L�L�E�-�7�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�7�B�-�2�M�)� �|� �0�.�2�8�7� �|� �0�.�3�0�9� �|� �0�.�2�8�4� �|� �0�.�3�1�3� �|� �0�.�2�9�8� �|� � �|� �[�L�L�a�M�A�-�7�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�L�L�a�M�A�-�7�B�-�2�M�-�e�n�c�)� �|� �0�.�2�7�3� �|� �0�.�2�5�7� �|� �0�.�2�2�2� �|� �0�.�2�5�0� �|� �0�.�2�5�1� �|� � �|� �[�L�L�a�M�A�-�1�3�B�-�2�M�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�B�e�l�l�e�G�r�o�u�p�/�B�E�L�L�E�-�L�L�a�M�A�-�1�3�B�-�2�M�-�e�n�c�)� �|� �0�.�2�4�1� �|� �0�.�2�3�4� �|� �0�.�1�3�8� �|� �0�.�2�1�9� �|� �0�.�2�0�8� �|� � �|� �[�A�q�u�i�l�a�C�h�a�t�-�7�B�]�(�h�t�t�p�s�:�/�/�g�i�t�h�u�b�.�c�o�m�/�F�l�a�g�A�I�-�O�p�e�n�/�F�l�a�g�A�I�/�t�r�e�e�/�m�a�s�t�e�r�/�e�x�a�m�p�l�e�s�/�A�q�u�i�l�a�/�A�q�u�i�l�a�-�c�h�a�t�)� �|� �0�.�2�5�7� �|� �0�.�2�4�9� �|� �0�.�2�4�8� �|� �0�.�2�6�4� �|� �0�.�2�5�5� �|� � �|� �[�b�a�i�c�h�u�a�n�-�7�B�]�(�h�t�t�p�s�:�/�/�h�u�g�g�i�n�g�f�a�c�e�.�c�o�/�b�a�i�c�h�u�a�n�-�i�n�c�/�b�a�i�c�h�u�a�n�-�7�B�)� �|� �0�.�2�6�6� �|� �0�.�2�6�4� �|� �0�.�1�7�5� �|� �0�.�2�4�1� �|� �0�.�2�3�7� �|� � �|� �[�G�P�T�3�.�5�-�t�u�r�b�o�]�(�h�t�t�p�s�:�/�/�p�l�a�t�f�o�r�m�.�o�p�e�n�a�i�.�c�o�m�/�d�o�c�s�/�m�o�d�e�l�s�/�g�p�t�-�3�-�5�)� �|� �0�.�4�5�3� �|� �0�.�5�4�0� �|� �0�.�4�6�4� �|� �0�.�4�7�6� �|� �0�.�4�8�3� �|� � � � � � �#�#� �C�i�t�a�t�i�o�n� � �� � �@�m�i�s�c�{�l�i�u�2�0�2�3�m�3�k�e�,� � � � � � �t�i�t�l�e�=�{�M�3�K�E�:� �A� �M�a�s�s�i�v�e� �M�u�l�t�i�-�L�e�v�e�l� �M�u�l�t�i�-�S�u�b�j�e�c�t� �K�n�o�w�l�e�d�g�e� �E�v�a�l�u�a�t�i�o�n� �B�e�n�c�h�m�a�r�k� �f�o�r� �C�h�i�n�e�s�e� �L�a�r�g�e� �L�a�n�g�u�a�g�e� �M�o�d�e�l�s�}�,� � � � � � �a�u�t�h�o�r�=�{�C�h�u�a�n�g� �L�i�u� �a�n�d� �R�e�n�r�e�n� �J�i�n� �a�n�d� �Y�u�q�i� �R�e�n� �a�n�d� �L�i�n�h�a�o� �Y�u� �a�n�d� �T�i�a�n�y�u� �D�o�n�g� �a�n�d� �X�i�a�o�h�a�n� �P�e�n�g� �a�n�d� �S�h�u�t�i�n�g� �Z�h�a�n�g� �a�n�d� �J�i�a�n�x�i�a�n�g� �P�e�n�g� �a�n�d� �P�e�i�y�i� �Z�h�a�n�g� �a�n�d� �Q�i�n�g�q�i�n�g� �L�y�u� �a�n�d� �X�i�a�o�w�e�n� �S�u� �a�n�d� �Q�u�n� �L�i�u� �a�n�d� �D�e�y�i� �X�i�o�n�g�}�,� � � � � � �y�e�a�r�=�{�2�0�2�3�}�,� � � � � � �e�p�r�i�n�t�=�{�2�3�0�5�.�1�0�2�6�3�}�,� � � � � � �a�r�c�h�i�v�e�P�r�e�f�i�x�=�{�a�r�X�i�v�}�,� � � � � � �p�r�i�m�a�r�y�C�l�a�s�s�=�{�c�s�.�C�L�}� � �}� � �